Total Audited ItemsLive Feed
12
2-Stage ML + LLM Pipeline
Defect Flag RateHigh Triage
83.3%
10 Flagged Items
Mean Quality ScoreTarget 0-100
61.4 / 100
Continuous Regressor
LLM Cost Expenditure90% Cost Saving
$0.0025
Avg Latency: 294.8 ms
Audit Product Metadata in Real-Time
Test raw SKU attributes against 2-Stage XGBoost classification & Gemini 3.1 Flash Lite Chain-of-Thought reasoning.
Defect Type Breakdown
Quality Buckets
Compliance Tiers
Audit Stream Logs
| SKU / Time | Product Title | Category | Defect Type | Quality Score | Risk Tier | Latency | Inspect |
|---|---|---|---|---|---|---|---|
| SKU_MEC_110415:14:17 | PETG 3D Printer Filament 1.75mm 1kg Spool High Precision | SHOES | category_mismatch | 52.4 | high | 412.5 ms | |
| SKU_SHO_994214:32:05 | find. Women's | SHOES | truncated_title | 45 | high | 389.2 ms | |
| SKU_FURN_332114:10:00 | Ergonomic Leather Executive Office Chair Lumbar Support | HOME_FURNITURE | missing_attribute | 58 | medium | 362.1 ms | |
| SKU_ELE_441213:45:12 | Braided Nylon USB-C Cable 6ft Braided Nylon USB-C Cable 6ft | ELECTRONICS | duplicate | 64.2 | low | 295.4 ms | |
| SKU_APP_550113:12:30 | Men's Casual Slim Fit Cotton T-Shirt | CLOTHING | missing_attribute | 61.5 | medium | 310.2 ms | |
| SKU_KIT_771212:50:18 | Stainless Steel Chef Knife 8 Inch Precision German Steel | SOFA | category_mismatch | 48 | high | 405 ms | |
| SKU_HDW_882112:18:40 | Heavy Duty Stainless Steel Drawer Slides 22 Inch Soft Close | HARDWARE | none | 98.5 | low | 1.25 ms | |
| SKU_BEA_881911:40:00 | Organic Hydrating Face Serum Hyaluronic Acid | BEAUTY | missing_attribute | 68 | low | 280 ms | |
| SKU_OFF_991011:15:22 | Wireless Mechanical Keyboard RGB Backlit | OFFICE_PRODUCTS | missing_attribute | 55 | medium | 345.1 ms | |
| SKU_AUT_119010:30:15 | Car | HARDWARE | truncated_title | 30 | high | 420.5 ms | |
| SKU_MEC_220010:05:00 | Industrial Flange Bearing 1 Inch Shaft Diameter Industrial Flange Bearing 1 Inch Shaft Diameter | MECHANICAL_COMPONENTS | duplicate | 60 | low | 315 ms | |
| SKU_ELE_994409:30:00 | Noise Cancelling Over-Ear Wireless Headphones | ELECTRONICS | none | 96 | low | 1.18 ms |